{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploring the WMS with OWSLib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "surface_flag\n",
      "CRW_SST\n",
      "CRW_BAA\n",
      "CRW_HOTSPOT\n",
      "CRW_DHW\n",
      "CRW_SSTANOMALY\n",
      "CRW_SEAICE\n"
     ]
    }
   ],
   "source": [
    "from owslib.wms import WebMapService\n",
    "\n",
    "\n",
    "url = 'https://pae-paha.pacioos.hawaii.edu/thredds/wms/dhw_5km?service=WMS'\n",
    "\n",
    "web_map_services = WebMapService(url)\n",
    "\n",
    "print('\\n'.join(web_map_services.contents.keys()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Layer metadata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "layer = 'CRW_SST'\n",
    "wms = web_map_services.contents[layer]\n",
    "\n",
    "name = wms.title\n",
    "\n",
    "lon = (wms.boundingBox[0] + wms.boundingBox[2]) / 2.\n",
    "lat = (wms.boundingBox[1] + wms.boundingBox[3]) / 2.\n",
    "center = lat, lon\n",
    "\n",
    "time_interval = '{0}/{1}'.format(\n",
    "    wms.timepositions[0].strip(),\n",
    "    wms.timepositions[-1].strip()\n",
    ")\n",
    "style = 'boxfill/sst_36'\n",
    "\n",
    "if style not in wms.styles:\n",
    "    style = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Single layer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=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 onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x10ccd1fd0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "from folium import plugins\n",
    "\n",
    "lon, lat = -50, -40\n",
    "\n",
    "m = folium.Map(\n",
    "    location=[lat, lon],\n",
    "    zoom_start=5,\n",
    "    control_scale=True\n",
    ")\n",
    "\n",
    "w = folium.raster_layers.WmsTileLayer(\n",
    "    url=url,\n",
    "    name=name,\n",
    "    styles=style,\n",
    "    fmt='image/png',\n",
    "    transparent=True,\n",
    "    layers=layer,\n",
    "    overlay=True,\n",
    "    COLORSCALERANGE='1.2,28',\n",
    ")\n",
    "\n",
    "w.add_to(m)\n",
    "\n",
    "time = plugins.TimestampedWmsTileLayers(\n",
    "    w,\n",
    "    period='PT1H',\n",
    "    time_interval=time_interval\n",
    ")\n",
    "\n",
    "time.add_to(m)\n",
    "\n",
    "folium.LayerControl().add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_605185469a8248a2982f3e2137204e04 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
    <script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.0/jquery.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.10.2/jquery-ui.min.js"></script>
    <script src="https://rawcdn.githack.com/nezasa/iso8601-js-period/master/iso8601.min.js"></script>
    <script src="https://rawcdn.githack.com/socib/Leaflet.TimeDimension/master/dist/leaflet.timedimension.min.js"></script>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.4/styles/default.min.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/socib/Leaflet.TimeDimension/master/dist/leaflet.timedimension.control.min.css"/>
</head>
<body>    
    
            <div class="folium-map" id="map_605185469a8248a2982f3e2137204e04" ></div>
        
</body>
<script>    
    
            var map_605185469a8248a2982f3e2137204e04 = L.map(
                "map_605185469a8248a2982f3e2137204e04",
                {
                    center: [-40.0, -50.0],
                    crs: L.CRS.EPSG3857,
                    zoom: 5,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );
            L.control.scale().addTo(map_605185469a8248a2982f3e2137204e04);

            

        
    
            var tile_layer_57046a55e6c44bb3a9fd8bb34ea79b8a = L.tileLayer(
                "https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png",
                {"attribution": "Data by \u0026copy; \u003ca href=\"http://openstreetmap.org\"\u003eOpenStreetMap\u003c/a\u003e, under \u003ca href=\"http://www.openstreetmap.org/copyright\"\u003eODbL\u003c/a\u003e.", "detectRetina": false, "maxNativeZoom": 18, "maxZoom": 18, "minZoom": 0, "noWrap": false, "opacity": 1, "subdomains": "abc", "tms": false}
            ).addTo(map_605185469a8248a2982f3e2137204e04);
        
    
            var macro_element_7a94ee54d2bd4023a2d9814066146b04 = L.tileLayer.wms(
                "https://pae-paha.pacioos.hawaii.edu/thredds/wms/dhw_5km?service=WMS",
                {"attribution": "", "format": "image/png", "layers": "CRW_SST", "styles": "boxfill/sst_36", "transparent": true, "version": "1.1.1"}
            ).addTo(map_605185469a8248a2982f3e2137204e04);
        
    
            var macro_element_31b46113d36345c89dfe2ed8050d5b37 = L.tileLayer.wms(
                "https://pae-paha.pacioos.hawaii.edu/thredds/wms/dhw_5km?service=WMS",
                {"attribution": "", "format": "image/png", "layers": "CRW_SSTANOMALY", "styles": "boxfill/sst_36", "transparent": true, "version": "1.1.1"}
            ).addTo(map_605185469a8248a2982f3e2137204e04);
        
    
            map_605185469a8248a2982f3e2137204e04.timeDimension = L.timeDimension(
                {"period": "PT1H", "timeInterval": "1985-03-25T12:00:00.000Z/2020-04-29T12:00:00.000Z"}
            );
            map_605185469a8248a2982f3e2137204e04.timeDimensionControl =
                L.control.timeDimension(
                    {"autoPlay": false, "playerOptions": {"loop": false, "transitionTime": 200}, "position": "bottomleft"}
                );
            map_605185469a8248a2982f3e2137204e04.addControl(
                map_605185469a8248a2982f3e2137204e04.timeDimensionControl
            );

            
            var macro_element_7a94ee54d2bd4023a2d9814066146b04 = L.timeDimension.layer.wms(
                macro_element_7a94ee54d2bd4023a2d9814066146b04,
                {
                    updateTimeDimension: false,
                    wmsVersion: "1.1.1",
                }
            ).addTo(map_605185469a8248a2982f3e2137204e04);
            
            var macro_element_31b46113d36345c89dfe2ed8050d5b37 = L.timeDimension.layer.wms(
                macro_element_31b46113d36345c89dfe2ed8050d5b37,
                {
                    updateTimeDimension: false,
                    wmsVersion: "1.1.1",
                }
            ).addTo(map_605185469a8248a2982f3e2137204e04);
            
        
    
            var layer_control_aec792dccc07418f9f3a6480c440cd07 = {
                base_layers : {
                    "openstreetmap" : tile_layer_57046a55e6c44bb3a9fd8bb34ea79b8a,
                },
                overlays :  {
                    "sea_surface_temperature" : macro_element_7a94ee54d2bd4023a2d9814066146b04,
                    "analysed sea surface temperature anomaly" : macro_element_31b46113d36345c89dfe2ed8050d5b37,
                },
            };
            L.control.layers(
                layer_control_aec792dccc07418f9f3a6480c440cd07.base_layers,
                layer_control_aec792dccc07418f9f3a6480c440cd07.overlays,
                {"autoZIndex": true, "collapsed": true, "position": "topright"}
            ).addTo(map_605185469a8248a2982f3e2137204e04);
        
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x119b147b8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = folium.Map(\n",
    "    location=[lat, lon],\n",
    "    zoom_start=5,\n",
    "    control_scale=True\n",
    ")\n",
    "\n",
    "w0 = folium.raster_layers.WmsTileLayer(\n",
    "    url=url,\n",
    "    name='sea_surface_temperature',\n",
    "    styles=style,\n",
    "    fmt='image/png',\n",
    "    transparent=True,\n",
    "    layers='CRW_SST',\n",
    "    overlay=True,\n",
    ")\n",
    "\n",
    "w1 = folium.raster_layers.WmsTileLayer(\n",
    "    url=url,\n",
    "    name='analysed sea surface temperature anomaly',\n",
    "    styles=style,\n",
    "    fmt='image/png',\n",
    "    transparent=True,\n",
    "    layers='CRW_SSTANOMALY',\n",
    "    overlay=True,\n",
    ")\n",
    "\n",
    "w0.add_to(m)\n",
    "w1.add_to(m)\n",
    "\n",
    "time = folium.plugins.TimestampedWmsTileLayers(\n",
    "    [w0, w1],\n",
    "    period='PT1H',\n",
    "    time_interval=time_interval\n",
    ")\n",
    "\n",
    "time.add_to(m)\n",
    "\n",
    "folium.LayerControl().add_to(m)\n",
    "\n",
    "m"
   ]
  }
 ],
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